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Automation Risk Analysis

Will “Moisture Meter Reader” be Automated?

Historical Context: Oxford Study (2013)

Ranked #670 of 702. Estimated risk: 98.0%

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AI Exposure Risk

56%

“Moisture Meter Reader” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 56% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

54%

“Moisture Meter Reader” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 54% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Inspectors, Testers, Sorters, Samplers, and Weighers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Inspect, test, sort, sample, or weigh nonagricultural raw materials or processed, machined, fabricated, or assembled parts or products for defects, wear, and deviations from specifications. May use precision measuring instruments and complex test equipment.

Avg. Annual Salary $51,670
Avg. Hourly Wage $24.84
Available Jobs (US) 591,180
Job Title & Hierarchy Code (SOC) Inspectors, Testers, Sorters, Samplers, and Weighers #51-9061
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Inspectors, Testers, Sorters, Samplers, and Weighers”

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Core Skills & Abilities

  • Record inspection or test data, such as weights, temperatures, grades, or moisture content, and quantities inspected or graded.

  • Monitor machines that automatically measure, sort, or inspect products.

  • Make minor adjustments to equipment, such as turning setscrews to calibrate instruments to required tolerances.

  • Clean, maintain, calibrate, or repair measuring instruments or test equipment, such as dial indicators, fixed gauges, or height gauges.

  • Compare colors, shapes, textures, or grades of products or materials with color charts, templates, or samples to verify conformance to standards.

  • Measure dimensions of products to verify conformance to specifications, using measuring instruments, such as rulers, calipers, gauges, or micrometers.

  • Inspect or test raw materials, parts, or products to determine compliance with environmental standards.

  • Compute defect percentages or averages, using formulas and calculators.

  • Discard or reject products, materials, or equipment not meeting specifications.

  • Inspect, test, or measure materials, products, installations, or work for conformance to specifications.

  • Compute usable amounts of items in shipments.

  • Adjust, clean, or repair products or processing equipment to correct defects found during inspections.

  • Mark items with details, such as grade or acceptance-rejection status.

  • Write test or inspection reports describing results, recommendations, or needed repairs.

  • Stack or arrange tested products for further processing, shipping, or packaging.

  • Disassemble defective parts or components, such as inaccurate or worn gauges or measuring instruments.

  • Administer tests to assess whether engineers or operators are qualified to use equipment.

  • Read dials or meters to verify that equipment is functioning at specified levels.

  • Position products, components, or parts for testing.

  • Monitor production operations or equipment to ensure conformance to specifications, making necessary process or assembly adjustments.

  • Remove defects, such as chips, burrs, or lap corroded or pitted surfaces.

  • Grade, classify, or sort products according to sizes, weights, colors, or other specifications.

  • Recommend necessary corrective actions, based on inspection results.

  • Analyze test data, making computations as necessary, to determine test results.

  • Weigh materials, products, containers, or samples to verify packaging weights or ingredient quantities.

  • Collect or select samples for testing or for use as models.

  • Notify supervisors or other personnel of production problems.

  • Read blueprints, data, manuals, or other materials to determine specifications, inspection and testing procedures, adjustment methods, certification processes, formulas, or measuring instruments required.

  • Fabricate, install, position, or connect components, parts, finished products, or instruments for testing or operational purposes.

  • Interpret legal requirements, provide safety information, or recommend compliance procedures to contractors, craft workers, engineers, or property owners.

  • Check arriving materials to ensure that they match purchase orders, submitting discrepancy reports as necessary.

Technologies & Software

  • Apache Pig
  • FileMaker Pro
  • Dassault Systemes CATIA
  • The MathWorks MATLAB
  • Database software
  • Coordinate measuring machine software
  • Extensible markup language XML
  • Dassault Systemes SolidWorks
  • Selenium
  • Llama (Meta)
  • ChatGPT (OpenAI)
  • Data analysis software
  • Computer assisted design software
  • Mistral (Mistral AI)
  • ABB AI Robotics
  • Inspection marking systems
  • Microsoft Excel
  • Atlassian JIRA
  • Cybermetrics GAGETrak
  • IBM Lotus Notes
  • Microsoft Word
  • Kimi (Moonshot AI)
  • Structured query language SQL
  • Label inspection systems
  • Microsoft SharePoint
  • Verisurf Metrology
  • Medical condition coding software
  • Mastercam Design
  • Microsoft Office software
  • Microsoft PowerPoint
  • Microsoft Visio
  • Mastercam computer-aided design and manufacturing software
  • Claude (Anthropic)
  • DeepSeek
  • Statistical process control SPC data collection devices
  • Cognex Vision AI
  • Rockwell Automation AI
  • Computer-aided inspection software
  • Skype
  • Microsoft Access
  • R
  • IBM Notes
  • Autodesk AutoCAD
  • Qwen (Alibaba)
  • Siemens Industrial AI
  • SAP software
  • Gemini (Google)
  • Nova (Amazon)
  • Apache Hive
  • Design of experiments DOE software
  • Microsoft Outlook
  • Data entry software
  • Tolerance analysis software
  • Grok (xAI)
  • Wilcox Associates PC-DMIS Inspection Planner
  • Minitab
  • Sight Machine AI
  • Manufacturing defect analyzers MDA
  • Calorimetric leak testers
  • Ammeters
  • Multimeters
  • Environmental chambers
  • Frequency meters
  • Accelerometers
  • Radiographic flaw detectors
  • Magnetic particle flaw detectors
  • Backplane testers
  • Frequency counters
  • Magnetic induction acceleration instruments
  • Metallurgical microscopes
  • Bit error rate testers BERT
  • Pin gauges
  • Digital resistance thermometers
  • Compression testers
  • Function generators
  • Mass flow leak testers
  • Resistivity meters
  • Hipot testers
  • Sampling oscilloscopes
  • Return loss calibrator RLC passive component testers
  • Height gauges
  • Pi tapes
  • Gloss meters
  • Impact hammers
  • Creep and stress relaxation testers
  • Laser thickness gauges
  • Piezoelectric acceleration instruments
  • Capacitive acceleration instruments
  • Optical gauges
  • Printed circuit board PCB testers
  • Personal computers
  • Industrial bench scales
  • Logic test systems
  • Depth gauges
  • Optical comparators
  • Penetrant flaw detectors
  • Ductility testers
  • Resistance meters
  • Fatigue testers
  • Forklifts
  • Verisurf CMM Master
  • Tensile testers
  • Micrometers
  • Coordinate measuring machines CMM
  • Signal generators
  • Digital resistance meters
  • Verisurf 3Dgage
  • Overhead cranes
  • Eddy current probes
  • Utrasonic flaw detectors
  • Conductivity meters
  • Eddy current flaw detectors
  • Hydraulic lifts
  • Shock testers
  • Sorting machines
  • Linear or mixed signal equipment
  • Plotters
  • Vibration and shaker systems
  • Pulse generators
  • Resonance acceleration instruments
  • Digital voltmeters DVM
  • Force transducers
  • Hardness testers
  • Holographic interferometers
  • In-circuit testers
  • Null-balance acceleration instruments
  • Viscometers
  • Calipers
  • Thread gauges
  • Plug gauges
  • Power meters
  • Bubble leak testers
  • Impact toughness testers
  • Direct current DC power testers
  • Measuring microscopes
  • Moisture meters
  • Continuity testers
  • Color spectrometers
  • Hydraulic pumps
  • Digital multimeters
  • Strain gauges
  • Verisurf Master3DGage
  • Shear testers
  • Laser shearography flaw detectors
  • Beta gauges

Alternative Job Titles